Visualize Latest Observations from the Ambient Weather Stations#
Imports#
import glob
import xarray as xr
from bokeh.models.formatters import DatetimeTickFormatter
import hvplot.xarray
import holoviews as hv
from distributed import Client
import warnings
warnings.filterwarnings("ignore")
hv.extension('bokeh')
Start up a Dask Cluster#
client = Client()
client
Client
Client-11733cea-112d-11f0-8aa2-6045bddbd77f
| Connection method: Cluster object | Cluster type: distributed.LocalCluster |
| Dashboard: http://127.0.0.1:8787/status |
Cluster Info
LocalCluster
a97d7abb
| Dashboard: http://127.0.0.1:8787/status | Workers: 4 |
| Total threads: 4 | Total memory: 15.62 GiB |
| Status: running | Using processes: True |
Scheduler Info
Scheduler
Scheduler-06b9e8ce-5b4e-443f-a6c5-0f108f763b54
| Comm: tcp://127.0.0.1:43665 | Workers: 4 |
| Dashboard: http://127.0.0.1:8787/status | Total threads: 4 |
| Started: Just now | Total memory: 15.62 GiB |
Workers
Worker: 0
| Comm: tcp://127.0.0.1:36681 | Total threads: 1 |
| Dashboard: http://127.0.0.1:39713/status | Memory: 3.90 GiB |
| Nanny: tcp://127.0.0.1:44209 | |
| Local directory: /tmp/dask-scratch-space/worker-ug8u8njc | |
Worker: 1
| Comm: tcp://127.0.0.1:45721 | Total threads: 1 |
| Dashboard: http://127.0.0.1:39907/status | Memory: 3.90 GiB |
| Nanny: tcp://127.0.0.1:35869 | |
| Local directory: /tmp/dask-scratch-space/worker-nkdsxcco | |
Worker: 2
| Comm: tcp://127.0.0.1:42889 | Total threads: 1 |
| Dashboard: http://127.0.0.1:41305/status | Memory: 3.90 GiB |
| Nanny: tcp://127.0.0.1:36417 | |
| Local directory: /tmp/dask-scratch-space/worker-eqdll5np | |
Worker: 3
| Comm: tcp://127.0.0.1:46541 | Total threads: 1 |
| Dashboard: http://127.0.0.1:46799/status | Memory: 3.90 GiB |
| Nanny: tcp://127.0.0.1:38899 | |
| Local directory: /tmp/dask-scratch-space/worker-szhiqb3g | |
Read the Sorted Data, Using the Last File#
files = sorted(glob.glob('../../data/surface-meteorology/*/*/*/*.nc'))
ds = xr.open_mfdataset(files[-60:])
---------------------------------------------------------------------------
OSError Traceback (most recent call last)
Cell In[3], line 3
1 files = sorted(glob.glob('../../data/surface-meteorology/*/*/*/*.nc'))
----> 3 ds = xr.open_mfdataset(files[-60:])
File ~/miniconda3/envs/instrument-cookbooks-dev/lib/python3.10/site-packages/xarray/backends/api.py:1597, in open_mfdataset(paths, chunks, concat_dim, compat, preprocess, engine, data_vars, coords, combine, parallel, join, attrs_file, combine_attrs, **kwargs)
1594 paths = _find_absolute_paths(paths, engine=engine, **kwargs)
1596 if not paths:
-> 1597 raise OSError("no files to open")
1599 paths1d: list[str | ReadBuffer]
1600 if combine == "nested":
OSError: no files to open
Plot the Data#
formatter = DatetimeTickFormatter(hours="%d %b %Y \n %H:%M UTC")
variables = ['outdoor_temperature', 'outdoor_dewpoint', 'hourlyrainin', 'solarradiation']
panels = []
for variable in variables:
panels.append(ds[variable].hvplot.line(x='time', by='station', xformatter=formatter))
hv.Layout(panels).cols(1)